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INTELLIGENT
AUTOMATION (IA)
WHAT MATTERS IN
ARTIFICIAL INTELLIGENCE SERIES
www.andremuscat.com
What matters in AI Series
For executives needing to understand the macro and strategic trends in artificial intelligence, its
opportunities and impact from a non-technical perspective.
WHAT MATTERS IN AI SERIES
AI For
Business
Leaders
1
Utility of AI.
Unleashing new
value across
industries
2
Meet
Generative
AI
3
Intelligent
Automation
(IA)
5
Monetisation
of AI
6
Essentials to
build solutions
with AI
Capabilities
7
Stakeholder
Engagement
in AI Work
8
Risk
Management
in AI Work
9
The Future
of
Productivity
4
www.andremuscat.com
 Review business interest in advancing RPA with AI
 Explore the complementary strengths and weaknesses of
RPA & AI
 Present the future of RPA in the form of Intelligent
Automation powered by AI
 Discuss how your business can implement such
capabilities
TODAY’S AGENDA
INTELLIGENT AUTOMATION
Practical session reviewing the next evolution of robotic process automation
(RPA) as supported by novel approaches enabled by artificial intelligence (AI)
www.andremuscat.com
EARLIER IN THE SERIES WE MENTIONED IA
Artificial
Intelligence
Business
Process
Management
Robotic
Process
Automation
Intelligent
Automation
www.andremuscat.com
BUSINESSES THAT EMBRACED AUTOMATION → EMBRACING AI
Source: IDC, 2019
4.50
2.70 2.70
2.30 2.20
0
2
4
6
Automated customer service
agents
Sales process
recommendation and
automation
Automated threat intelligence
and prevention systems
Program advisors and
recommendation systems
Automated preventive
maintenance
SPEND IN BILLIONS USD
www.andremuscat.com
MARRYING STRENGTHS → INTELLIGENT AUTOMATION
ROBOTIC PROCESS
AUTOMATION
(RPA)
…the brawn
ARTIFICIAL
INTELLIGENCE
(AI)
…the brains
• Capturing data filled in forms
• Filling in forms
• Accessing legacy system data
• Copying data from one system to another
• Validating data entered correctly
• Scraping data (Documents, Online, forms)
• Make data available for machine learning & AI
• Learning from human decisions
• Making fast judgements
• Interacting with humans
• Identifying higher-value tasks
• Continuously improve
performance
Keyword-based human
interaction (e.g.. via chat)
Rule-based “decision”
making
Process execution /
orchestration
Data Collection
Data Preparation
Predictive Analytics
Machine Learning
Deep Learning
Autonomous Computing
Emotional recognition
Natural Language Processing
Speech, video, & image
recognition
www.andremuscat.com
COMPLEMENTARY APPROACHES TO PROBLEM SOLVING
ROBOTIC PROCESS AUTOMATION (RPA)
Automate easy tasks and make broad data
sources accessible to AI
ARTIFICIAL INTELLIGENCE (AI)
Learns to mimic and improve processes
based on data handed over from RPA
Non-invasively mimics user’s activity
Inspiration source: Everest Group
Can process structured and some semi-structured data
(e.g. just sound files vs. tagged text extracted from the sound files
Automation is built on rules
Highly deterministic
Agent-assist or digital work models
Mimics human thought processes through vision,
language and pattern detection
Can process structured, semi-structured, and
unstructured data
Can learn or change behaviour over time without being explicitly
programmed. Learns and re-learns based on data collected
Probabilistic at heart, using safeguards to make it deterministic
Point Solutions, not broad-based capability (Narrow AI)
www.andremuscat.com
INTELLIGENT AUTOMATION
AI TAKING RPA TO THE NEXT LEVEL
Hi-Value RPA
Robotic Process
Automation
Artificial
Intelligence
Simple
automation
using
software
bots
Consistency
Higher Reliability Of Outcomes
Productivity by automating non-routine
tasks which need a thoughtful consideration
including judgements and conclusions
Accuracy focused on delivering meaningful and
intelligent outputs that matter and have impact
Increased ROI & Cost-reduction by
automating more efficiently and
continuously learning new patterns
Digitally enabled workforce
Automates systematic,
repetitive and rule-based tasks
Focused on performing routine tasks by
following instructions with more
efficiency and less error rate
Machine Learning with
prescriptive analytics and
decision engines.
Artificial Intelligence with
deductive analytics and Natural
Language Processors
Inspiration source: 10xds.com
www.andremuscat.com
WHEN SHOULD YOUR BUSINESS CHOOSE TO IMPLEMENT
Onboarding Process
RPA FOR DIGITAL TRANSFORMATION AI FOR DIGITAL TRANSFORMATION
Report Aggregation
Document Processing
Data Extraction
Scheduling & Tracking
Account Configuration
Forecasting Demand
Customer Segmentation
Fraud Detection
Data Security
Personalisation
Multimedia (Text, Video, Audio) Recognition
www.andremuscat.com
 Reviewed business interest in advancing RPA with AI
 Explored the complementary strengths and weaknesses
of RPA & AI
 Presented the future of RPA in the form of Intelligent
Automation powered by AI
 Discussed how your business can implement such
capabilities
WHAT WE DISCUSSED
INTELLIGENT AUTOMATION
Practical session reviewing the next evolution of robotic process automation
(RPA) as supported by novel approaches enabled by artificial intelligence (AI)
www.andremuscat.com
What matters in AI Series
For executives needing to understand the macro and strategic trends in artificial intelligence, its
opportunities and impact from a non-technical perspective.
THANK YOU! WHAT WE EXPLORE NEXT…
AI For
Business
Leaders
1
Utility of AI.
Unleashing new
value across
industries
2
Meet
Generative
AI
3
Intelligent
Automation
(IA)
5
Monetisation
of AI
6
Essentials to
build solutions
with AI
Capabilities
7
Stakeholder
Engagement
in AI Work
8
Risk
Management
in AI Work
9
The Future
of
Productivity
4
www.andremuscat.com
This is an informational piece of work designed to simplify, inform, educate and entertain people around a complex topic.
This publication was built by researching, collating and using publicly available information . It is being made available under the Terms of
Services as published on www.andremuscat.com. Wherever possible, any source materials are highlighted, and remain the full ownership
of their creators/publishers. Any interpretations applied are used to enhance and compliment the understanding of the topic. All opinions
are those of the author alone.
Wherever possible we use data sources that collect data or consider data that spans impacted users, roles and people working across
various industries such as Advertising & Marketing, Airlines & Aerospace, Automotive & Transportation, Business Support & Logistics,
Construction, Machinery, Homes, Education, Entertainment & Leisure, Finance & Financial Services, Food & Beverage, Healthcare &
Pharmaceuticals, Insurance, Manufacturing, Retail, E-Commerce, Real Estate, Telecommunications, Technology, Internet & Electronics,
Utilities and Energy. We also try to consider companies of various sizes across markets and geographies.
In no way or means of this material, are we rendering accounting, business, financial, investment, legal, tax, or other professional advice
or services. This publication is not a substitute for engaged professional advice or services, nor should it be used as a basis for any
decision or action that may affect your business.
Before making any decision or taking any action that may affect your business, you should consult a qualified professional advisor to fully
assess your situation and context.
The author or andremuscat.com shall not be responsible for any loss sustained by any person or organisation that relies on this
publication.
Copyright © Andre Muscat. All rights reserved
EDUCATIONAL CONTENT

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Intelligent Automation (IA)

  • 2. www.andremuscat.com What matters in AI Series For executives needing to understand the macro and strategic trends in artificial intelligence, its opportunities and impact from a non-technical perspective. WHAT MATTERS IN AI SERIES AI For Business Leaders 1 Utility of AI. Unleashing new value across industries 2 Meet Generative AI 3 Intelligent Automation (IA) 5 Monetisation of AI 6 Essentials to build solutions with AI Capabilities 7 Stakeholder Engagement in AI Work 8 Risk Management in AI Work 9 The Future of Productivity 4
  • 3. www.andremuscat.com  Review business interest in advancing RPA with AI  Explore the complementary strengths and weaknesses of RPA & AI  Present the future of RPA in the form of Intelligent Automation powered by AI  Discuss how your business can implement such capabilities TODAY’S AGENDA INTELLIGENT AUTOMATION Practical session reviewing the next evolution of robotic process automation (RPA) as supported by novel approaches enabled by artificial intelligence (AI)
  • 4. www.andremuscat.com EARLIER IN THE SERIES WE MENTIONED IA Artificial Intelligence Business Process Management Robotic Process Automation Intelligent Automation
  • 5. www.andremuscat.com BUSINESSES THAT EMBRACED AUTOMATION → EMBRACING AI Source: IDC, 2019 4.50 2.70 2.70 2.30 2.20 0 2 4 6 Automated customer service agents Sales process recommendation and automation Automated threat intelligence and prevention systems Program advisors and recommendation systems Automated preventive maintenance SPEND IN BILLIONS USD
  • 6. www.andremuscat.com MARRYING STRENGTHS → INTELLIGENT AUTOMATION ROBOTIC PROCESS AUTOMATION (RPA) …the brawn ARTIFICIAL INTELLIGENCE (AI) …the brains • Capturing data filled in forms • Filling in forms • Accessing legacy system data • Copying data from one system to another • Validating data entered correctly • Scraping data (Documents, Online, forms) • Make data available for machine learning & AI • Learning from human decisions • Making fast judgements • Interacting with humans • Identifying higher-value tasks • Continuously improve performance Keyword-based human interaction (e.g.. via chat) Rule-based “decision” making Process execution / orchestration Data Collection Data Preparation Predictive Analytics Machine Learning Deep Learning Autonomous Computing Emotional recognition Natural Language Processing Speech, video, & image recognition
  • 7. www.andremuscat.com COMPLEMENTARY APPROACHES TO PROBLEM SOLVING ROBOTIC PROCESS AUTOMATION (RPA) Automate easy tasks and make broad data sources accessible to AI ARTIFICIAL INTELLIGENCE (AI) Learns to mimic and improve processes based on data handed over from RPA Non-invasively mimics user’s activity Inspiration source: Everest Group Can process structured and some semi-structured data (e.g. just sound files vs. tagged text extracted from the sound files Automation is built on rules Highly deterministic Agent-assist or digital work models Mimics human thought processes through vision, language and pattern detection Can process structured, semi-structured, and unstructured data Can learn or change behaviour over time without being explicitly programmed. Learns and re-learns based on data collected Probabilistic at heart, using safeguards to make it deterministic Point Solutions, not broad-based capability (Narrow AI)
  • 8. www.andremuscat.com INTELLIGENT AUTOMATION AI TAKING RPA TO THE NEXT LEVEL Hi-Value RPA Robotic Process Automation Artificial Intelligence Simple automation using software bots Consistency Higher Reliability Of Outcomes Productivity by automating non-routine tasks which need a thoughtful consideration including judgements and conclusions Accuracy focused on delivering meaningful and intelligent outputs that matter and have impact Increased ROI & Cost-reduction by automating more efficiently and continuously learning new patterns Digitally enabled workforce Automates systematic, repetitive and rule-based tasks Focused on performing routine tasks by following instructions with more efficiency and less error rate Machine Learning with prescriptive analytics and decision engines. Artificial Intelligence with deductive analytics and Natural Language Processors Inspiration source: 10xds.com
  • 9. www.andremuscat.com WHEN SHOULD YOUR BUSINESS CHOOSE TO IMPLEMENT Onboarding Process RPA FOR DIGITAL TRANSFORMATION AI FOR DIGITAL TRANSFORMATION Report Aggregation Document Processing Data Extraction Scheduling & Tracking Account Configuration Forecasting Demand Customer Segmentation Fraud Detection Data Security Personalisation Multimedia (Text, Video, Audio) Recognition
  • 10. www.andremuscat.com  Reviewed business interest in advancing RPA with AI  Explored the complementary strengths and weaknesses of RPA & AI  Presented the future of RPA in the form of Intelligent Automation powered by AI  Discussed how your business can implement such capabilities WHAT WE DISCUSSED INTELLIGENT AUTOMATION Practical session reviewing the next evolution of robotic process automation (RPA) as supported by novel approaches enabled by artificial intelligence (AI)
  • 11. www.andremuscat.com What matters in AI Series For executives needing to understand the macro and strategic trends in artificial intelligence, its opportunities and impact from a non-technical perspective. THANK YOU! WHAT WE EXPLORE NEXT… AI For Business Leaders 1 Utility of AI. Unleashing new value across industries 2 Meet Generative AI 3 Intelligent Automation (IA) 5 Monetisation of AI 6 Essentials to build solutions with AI Capabilities 7 Stakeholder Engagement in AI Work 8 Risk Management in AI Work 9 The Future of Productivity 4
  • 12. www.andremuscat.com This is an informational piece of work designed to simplify, inform, educate and entertain people around a complex topic. This publication was built by researching, collating and using publicly available information . It is being made available under the Terms of Services as published on www.andremuscat.com. Wherever possible, any source materials are highlighted, and remain the full ownership of their creators/publishers. Any interpretations applied are used to enhance and compliment the understanding of the topic. All opinions are those of the author alone. Wherever possible we use data sources that collect data or consider data that spans impacted users, roles and people working across various industries such as Advertising & Marketing, Airlines & Aerospace, Automotive & Transportation, Business Support & Logistics, Construction, Machinery, Homes, Education, Entertainment & Leisure, Finance & Financial Services, Food & Beverage, Healthcare & Pharmaceuticals, Insurance, Manufacturing, Retail, E-Commerce, Real Estate, Telecommunications, Technology, Internet & Electronics, Utilities and Energy. We also try to consider companies of various sizes across markets and geographies. In no way or means of this material, are we rendering accounting, business, financial, investment, legal, tax, or other professional advice or services. This publication is not a substitute for engaged professional advice or services, nor should it be used as a basis for any decision or action that may affect your business. Before making any decision or taking any action that may affect your business, you should consult a qualified professional advisor to fully assess your situation and context. The author or andremuscat.com shall not be responsible for any loss sustained by any person or organisation that relies on this publication. Copyright © Andre Muscat. All rights reserved EDUCATIONAL CONTENT